{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import qutip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "terms = ['ZIII', 'IZII', 'IIZI', 'IIIZ', 'ZZII', 'ZIZI', 'IZZI', 'ZIIZ', 'IZIZ', 'IIZZ', 'XXYY', 'YXXY', 'XYYX', 'YYXX']\n",
    "        \n",
    "pauli_to_matrix = {'I': qutip.identity(2),\n",
    "                   'X': qutip.sigmax(),\n",
    "                   'Y': qutip.sigmay(),\n",
    "                   'Z': qutip.sigmaz()}\n",
    "\n",
    "\n",
    "def commutes(term1, term2):\n",
    "    term1_matrices = [pauli_to_matrix[pauli] for pauli in term1]\n",
    "    term2_matrices = [pauli_to_matrix[pauli] for pauli in term2]\n",
    "    return qutip.commutator(qutip.tensor(*term1_matrices), qutip.tensor(*term2_matrices)).norm() == 0\n",
    "\n",
    "\n",
    "def qwc_commutes(term1, term2):\n",
    "    return all([commutes(term1[i], term2[i]) for i in range(len(term1))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.Graph()\n",
    "for term in terms:\n",
    "    G.add_node(term)\n",
    "\n",
    "colors = []\n",
    "for i in range(len(terms)):\n",
    "    for j in range(i + 1, len(terms)):\n",
    "        if commutes(terms[i], terms[j]):\n",
    "            if qwc_commutes(terms[i], terms[j]):\n",
    "                G.add_edge(terms[i], terms[j])\n",
    "                colors.append('#88ade8')\n",
    "            else:\n",
    "                G.add_edge(terms[i], terms[j])\n",
    "                colors.append('#d95b59')\n",
    "                \n",
    "nx.draw(G, pos=nx.circular_layout(G), with_labels=True, font_family=\"Times\", font_size=16, node_color='#ffffff', node_size=1930, edge_color=colors)\n",
    "ax = plt.gca() # to get the current axis\n",
    "ax.collections[0].set_edgecolor(\"#000000\") \n",
    "plt.savefig(\"H2_graph.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.Graph()\n",
    "node_color = []\n",
    "for term in terms:\n",
    "    if term in ['XXYY', 'YXXY', 'XYYX', 'YYXX']:\n",
    "        node_color.append(['pink', 'yellow', 'orange', 'green'][['XXYY', 'YXXY', 'XYYX', 'YYXX'].index(term)])\n",
    "    else:\n",
    "        node_color.append('#88ade8')\n",
    "    G.add_node(term)\n",
    "\n",
    "colors = []\n",
    "for i in range(len(terms)):\n",
    "    for j in range(i + 1, len(terms)):\n",
    "        if commutes(terms[i], terms[j]):\n",
    "            if qwc_commutes(terms[i], terms[j]):\n",
    "                G.add_edge(terms[i], terms[j], color='r')\n",
    "                colors.append('#88ade8')\n",
    "                \n",
    "nx.draw(G, pos=nx.circular_layout(G), with_labels=True, font_family=\"Times\", font_size=16, node_color=node_color, node_size=1930, edge_color=colors)\n",
    "ax = plt.gca() # to get the current axis\n",
    "ax.collections[0].set_edgecolor(\"#000000\")\n",
    "plt.savefig(\"H2_QWC_Min_Clique_Cover.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.Graph()\n",
    "node_color = []\n",
    "for term in terms:\n",
    "    if term in ['XXYY', 'YXXY', 'XYYX', 'YYXX']:\n",
    "        node_color.append('#d95b59')\n",
    "    else:\n",
    "        node_color.append('#88ade8')\n",
    "    G.add_node(term)\n",
    "\n",
    "colors = []\n",
    "for i in range(len(terms)):\n",
    "    for j in range(i + 1, len(terms)):\n",
    "        if commutes(terms[i], terms[j]):\n",
    "            if qwc_commutes(terms[i], terms[j]):\n",
    "                G.add_edge(terms[i], terms[j], color='r')\n",
    "                colors.append('#88ade8')\n",
    "            else:\n",
    "                if terms[i] in ['XXYY', 'YXXY', 'XYYX', 'YYXX'] and terms[j] in ['XXYY', 'YXXY', 'XYYX', 'YYXX']:\n",
    "                    G.add_edge(terms[i], terms[j], color='b')\n",
    "                    colors.append('#d95b59')\n",
    "\n",
    "                \n",
    "nx.draw(G, pos=nx.circular_layout(G), with_labels=True, font_family=\"Times\", font_size=16, node_color=node_color, node_size=1930, edge_color=colors)\n",
    "ax = plt.gca() # to get the current axis\n",
    "ax.collections[0].set_edgecolor(\"#000000\")\n",
    "plt.savefig(\"H2_Full_Min_Clique_Cover.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
